WRANGLERS
Photo by Edgar Soto on Unsplash
The focus now is on citizen activism, where citizens express themselves in a peaceful and nonviolent way….
— Promise Mkwananzi
df<-read.csv('./archetypes/diamonds.csv', header = TRUE, stringsAsFactors = FALSE)
set.seed(123)
index <- sample(1:nrow(df), 100)
df_1<-df[index,]%>%
select(carat, cut, color,clarity,price)
row.names(df_1)<-NULL
| carat | cut | color | clarity | price |
|---|---|---|---|---|
| 0.73 | Ideal | I | VS1 | 2397 |
| 0.70 | Ideal | G | VS1 | 3300 |
| 0.31 | Ideal | D | VS1 | 713 |
| 0.31 | Ideal | H | VVS1 | 707 |
| 0.31 | Ideal | E | IF | 987 |
| 0.83 | Good | E | SI1 | 3250 |
| 0.51 | Very Good | D | VS2 | 1668 |
| 0.70 | Good | H | SI1 | 1771 |
| 0.40 | Ideal | E | VS1 | 1053 |
| 1.10 | Very Good | I | SI1 | 4640 |
| 0.52 | Premium | E | VVS2 | 2467 |
| 0.32 | Ideal | D | VS2 | 758 |
| 1.00 | Very Good | D | SI1 | 5755 |
| 1.01 | Good | F | VS2 | 6097 |
| 2.01 | Very Good | I | VS2 | 17422 |
| 1.60 | Premium | F | SI1 | 12343 |
| 1.01 | Premium | I | SI1 | 4525 |
| 0.31 | Ideal | D | VS2 | 734 |
| 0.38 | Very Good | F | VS2 | 685 |
| 1.03 | Premium | I | SI1 | 4326 |
| 1.31 | Ideal | I | SI2 | 5546 |
| 0.70 | Very Good | F | SI1 | 2100 |
| 2.01 | Very Good | H | SI2 | 12829 |
| 0.80 | Very Good | G | VVS2 | 4002 |
| 1.20 | Premium | E | SI1 | 7274 |
| 0.31 | Good | E | SI1 | 698 |
| 0.82 | Very Good | F | SI2 | 2643 |
| 0.41 | Premium | H | SI1 | 683 |
| 0.33 | Ideal | E | IF | 1207 |
| 0.33 | Ideal | I | SI2 | 403 |
| 1.30 | Premium | H | VS2 | 5824 |
| 0.35 | Ideal | G | IF | 1116 |
| 1.25 | Premium | J | SI1 | 4200 |
| 0.62 | Ideal | F | SI2 | 1441 |
| 0.30 | Ideal | G | VS2 | 545 |
| 0.40 | Ideal | E | SI1 | 673 |
| 0.90 | Ideal | H | VS1 | 5013 |
| 0.40 | Ideal | F | VVS2 | 1351 |
| 0.50 | Very Good | E | SI1 | 1374 |
| 1.09 | Premium | H | SI1 | 5219 |
| 0.91 | Ideal | G | SI2 | 3985 |
| 0.34 | Ideal | E | VS2 | 829 |
| 1.66 | Premium | J | VVS2 | 9882 |
| 0.42 | Premium | F | VS1 | 1103 |
| 1.17 | Good | D | SI2 | 4639 |
| 1.27 | Very Good | D | SI1 | 8312 |
| 0.90 | Premium | G | VS1 | 4579 |
| 1.55 | Premium | D | VS2 | 16137 |
| 1.50 | Good | D | SI2 | 9173 |
| 1.06 | Premium | D | SI1 | 5817 |
| 0.90 | Very Good | F | SI1 | 3950 |
| 0.42 | Ideal | F | VVS1 | 1656 |
| 0.32 | Ideal | H | VS2 | 534 |
| 0.38 | Ideal | D | VVS1 | 1400 |
| 0.78 | Ideal | F | SI2 | 2386 |
| 0.30 | Very Good | F | VVS1 | 682 |
| 2.01 | Premium | G | SI2 | 16733 |
| 0.34 | Ideal | G | VS2 | 596 |
| 1.31 | Premium | H | SI2 | 6089 |
| 0.90 | Very Good | E | SI1 | 3748 |
| 0.33 | Ideal | E | SI1 | 532 |
| 0.31 | Ideal | G | VS1 | 802 |
| 1.22 | Ideal | F | SI1 | 6456 |
| 2.15 | Ideal | I | SI2 | 14388 |
| 1.27 | Premium | J | VVS1 | 5761 |
| 1.06 | Very Good | H | VS2 | 5783 |
| 2.00 | Premium | H | SI1 | 11200 |
| 2.01 | Very Good | J | VS1 | 12845 |
| 0.23 | Good | F | VVS1 | 472 |
| 1.16 | Ideal | H | SI1 | 5852 |
| 1.01 | Very Good | G | VVS2 | 6975 |
| 0.34 | Very Good | E | SI1 | 596 |
| 0.55 | Ideal | G | VVS1 | 2042 |
| 0.43 | Very Good | G | VVS1 | 1143 |
| 0.50 | Ideal | J | VS2 | 875 |
| 0.30 | Ideal | G | VVS1 | 1013 |
| 1.52 | Fair | H | SI1 | 8818 |
| 1.22 | Premium | G | SI2 | 6969 |
| 0.30 | Ideal | E | VVS2 | 766 |
| 0.50 | Good | J | VS2 | 965 |
| 1.26 | Ideal | G | VS1 | 9243 |
| 0.41 | Ideal | E | VS1 | 1153 |
| 0.31 | Very Good | D | VS2 | 734 |
| 0.50 | Premium | H | VS1 | 1395 |
| 0.39 | Ideal | F | VVS2 | 988 |
| 0.31 | Ideal | F | VVS1 | 840 |
| 1.30 | Very Good | H | VS1 | 7747 |
| 1.05 | Premium | G | SI1 | 4974 |
| 1.06 | Ideal | H | VS2 | 6619 |
| 0.51 | Very Good | F | VS2 | 1569 |
| 0.52 | Ideal | G | VS1 | 1721 |
| 1.52 | Very Good | F | VS1 | 16670 |
| 0.31 | Premium | G | SI2 | 523 |
| 1.33 | Ideal | F | VVS2 | 15031 |
| 0.41 | Very Good | E | SI1 | 953 |
| 0.40 | Ideal | J | VVS2 | 662 |
| 0.88 | Very Good | H | VS2 | 3472 |
| 0.32 | Very Good | F | VS2 | 645 |
| 0.70 | Ideal | H | SI1 | 2548 |
| 0.53 | Ideal | H | VS2 | 1412 |
## [1] "IF" "VVS1" "VVS2" "VS1" "VS2" "SI1" "SI2" "I1"
df_2<-df_1%>% arrange(factor(clarity, levels = reference))
| carat | cut | color | clarity | price |
|---|---|---|---|---|
| 0.31 | Ideal | E | IF | 987 |
| 0.33 | Ideal | E | IF | 1207 |
| 0.35 | Ideal | G | IF | 1116 |
| 0.31 | Ideal | H | VVS1 | 707 |
| 0.42 | Ideal | F | VVS1 | 1656 |
| 0.38 | Ideal | D | VVS1 | 1400 |
| 0.30 | Very Good | F | VVS1 | 682 |
| 1.27 | Premium | J | VVS1 | 5761 |
| 0.23 | Good | F | VVS1 | 472 |
| 0.55 | Ideal | G | VVS1 | 2042 |
| 0.43 | Very Good | G | VVS1 | 1143 |
| 0.30 | Ideal | G | VVS1 | 1013 |
| 0.31 | Ideal | F | VVS1 | 840 |
| 0.52 | Premium | E | VVS2 | 2467 |
| 0.80 | Very Good | G | VVS2 | 4002 |
| 0.40 | Ideal | F | VVS2 | 1351 |
| 1.66 | Premium | J | VVS2 | 9882 |
| 1.01 | Very Good | G | VVS2 | 6975 |
| 0.30 | Ideal | E | VVS2 | 766 |
| 0.39 | Ideal | F | VVS2 | 988 |
| 1.33 | Ideal | F | VVS2 | 15031 |
| 0.40 | Ideal | J | VVS2 | 662 |
| 0.73 | Ideal | I | VS1 | 2397 |
| 0.70 | Ideal | G | VS1 | 3300 |
| 0.31 | Ideal | D | VS1 | 713 |
| 0.40 | Ideal | E | VS1 | 1053 |
| 0.90 | Ideal | H | VS1 | 5013 |
| 0.42 | Premium | F | VS1 | 1103 |
| 0.90 | Premium | G | VS1 | 4579 |
| 0.31 | Ideal | G | VS1 | 802 |
| 2.01 | Very Good | J | VS1 | 12845 |
| 1.26 | Ideal | G | VS1 | 9243 |
| 0.41 | Ideal | E | VS1 | 1153 |
| 0.50 | Premium | H | VS1 | 1395 |
| 1.30 | Very Good | H | VS1 | 7747 |
| 0.52 | Ideal | G | VS1 | 1721 |
| 1.52 | Very Good | F | VS1 | 16670 |
| 0.51 | Very Good | D | VS2 | 1668 |
| 0.32 | Ideal | D | VS2 | 758 |
| 1.01 | Good | F | VS2 | 6097 |
| 2.01 | Very Good | I | VS2 | 17422 |
| 0.31 | Ideal | D | VS2 | 734 |
| 0.38 | Very Good | F | VS2 | 685 |
| 1.30 | Premium | H | VS2 | 5824 |
| 0.30 | Ideal | G | VS2 | 545 |
| 0.34 | Ideal | E | VS2 | 829 |
| 1.55 | Premium | D | VS2 | 16137 |
| 0.32 | Ideal | H | VS2 | 534 |
| 0.34 | Ideal | G | VS2 | 596 |
| 1.06 | Very Good | H | VS2 | 5783 |
| 0.50 | Ideal | J | VS2 | 875 |
| 0.50 | Good | J | VS2 | 965 |
| 0.31 | Very Good | D | VS2 | 734 |
| 1.06 | Ideal | H | VS2 | 6619 |
| 0.51 | Very Good | F | VS2 | 1569 |
| 0.88 | Very Good | H | VS2 | 3472 |
| 0.32 | Very Good | F | VS2 | 645 |
| 0.53 | Ideal | H | VS2 | 1412 |
| 0.83 | Good | E | SI1 | 3250 |
| 0.70 | Good | H | SI1 | 1771 |
| 1.10 | Very Good | I | SI1 | 4640 |
| 1.00 | Very Good | D | SI1 | 5755 |
| 1.60 | Premium | F | SI1 | 12343 |
| 1.01 | Premium | I | SI1 | 4525 |
| 1.03 | Premium | I | SI1 | 4326 |
| 0.70 | Very Good | F | SI1 | 2100 |
| 1.20 | Premium | E | SI1 | 7274 |
| 0.31 | Good | E | SI1 | 698 |
| 0.41 | Premium | H | SI1 | 683 |
| 1.25 | Premium | J | SI1 | 4200 |
| 0.40 | Ideal | E | SI1 | 673 |
| 0.50 | Very Good | E | SI1 | 1374 |
| 1.09 | Premium | H | SI1 | 5219 |
| 1.27 | Very Good | D | SI1 | 8312 |
| 1.06 | Premium | D | SI1 | 5817 |
| 0.90 | Very Good | F | SI1 | 3950 |
| 0.90 | Very Good | E | SI1 | 3748 |
| 0.33 | Ideal | E | SI1 | 532 |
| 1.22 | Ideal | F | SI1 | 6456 |
| 2.00 | Premium | H | SI1 | 11200 |
| 1.16 | Ideal | H | SI1 | 5852 |
| 0.34 | Very Good | E | SI1 | 596 |
| 1.52 | Fair | H | SI1 | 8818 |
| 1.05 | Premium | G | SI1 | 4974 |
| 0.41 | Very Good | E | SI1 | 953 |
| 0.70 | Ideal | H | SI1 | 2548 |
| 1.31 | Ideal | I | SI2 | 5546 |
| 2.01 | Very Good | H | SI2 | 12829 |
| 0.82 | Very Good | F | SI2 | 2643 |
| 0.33 | Ideal | I | SI2 | 403 |
| 0.62 | Ideal | F | SI2 | 1441 |
| 0.91 | Ideal | G | SI2 | 3985 |
| 1.17 | Good | D | SI2 | 4639 |
| 1.50 | Good | D | SI2 | 9173 |
| 0.78 | Ideal | F | SI2 | 2386 |
| 2.01 | Premium | G | SI2 | 16733 |
| 1.31 | Premium | H | SI2 | 6089 |
| 2.15 | Ideal | I | SI2 | 14388 |
| 1.22 | Premium | G | SI2 | 6969 |
| 0.31 | Premium | G | SI2 | 523 |
df_3<-df_1%>%arrange(carat)
| carat | cut | color | clarity | price |
|---|---|---|---|---|
| 0.23 | Good | F | VVS1 | 472 |
| 0.30 | Ideal | G | VS2 | 545 |
| 0.30 | Very Good | F | VVS1 | 682 |
| 0.30 | Ideal | G | VVS1 | 1013 |
| 0.30 | Ideal | E | VVS2 | 766 |
| 0.31 | Ideal | D | VS1 | 713 |
| 0.31 | Ideal | H | VVS1 | 707 |
| 0.31 | Ideal | E | IF | 987 |
| 0.31 | Ideal | D | VS2 | 734 |
| 0.31 | Good | E | SI1 | 698 |
| 0.31 | Ideal | G | VS1 | 802 |
| 0.31 | Very Good | D | VS2 | 734 |
| 0.31 | Ideal | F | VVS1 | 840 |
| 0.31 | Premium | G | SI2 | 523 |
| 0.32 | Ideal | D | VS2 | 758 |
| 0.32 | Ideal | H | VS2 | 534 |
| 0.32 | Very Good | F | VS2 | 645 |
| 0.33 | Ideal | E | IF | 1207 |
| 0.33 | Ideal | I | SI2 | 403 |
| 0.33 | Ideal | E | SI1 | 532 |
| 0.34 | Ideal | E | VS2 | 829 |
| 0.34 | Ideal | G | VS2 | 596 |
| 0.34 | Very Good | E | SI1 | 596 |
| 0.35 | Ideal | G | IF | 1116 |
| 0.38 | Very Good | F | VS2 | 685 |
| 0.38 | Ideal | D | VVS1 | 1400 |
| 0.39 | Ideal | F | VVS2 | 988 |
| 0.40 | Ideal | E | VS1 | 1053 |
| 0.40 | Ideal | E | SI1 | 673 |
| 0.40 | Ideal | F | VVS2 | 1351 |
| 0.40 | Ideal | J | VVS2 | 662 |
| 0.41 | Premium | H | SI1 | 683 |
| 0.41 | Ideal | E | VS1 | 1153 |
| 0.41 | Very Good | E | SI1 | 953 |
| 0.42 | Premium | F | VS1 | 1103 |
| 0.42 | Ideal | F | VVS1 | 1656 |
| 0.43 | Very Good | G | VVS1 | 1143 |
| 0.50 | Very Good | E | SI1 | 1374 |
| 0.50 | Ideal | J | VS2 | 875 |
| 0.50 | Good | J | VS2 | 965 |
| 0.50 | Premium | H | VS1 | 1395 |
| 0.51 | Very Good | D | VS2 | 1668 |
| 0.51 | Very Good | F | VS2 | 1569 |
| 0.52 | Premium | E | VVS2 | 2467 |
| 0.52 | Ideal | G | VS1 | 1721 |
| 0.53 | Ideal | H | VS2 | 1412 |
| 0.55 | Ideal | G | VVS1 | 2042 |
| 0.62 | Ideal | F | SI2 | 1441 |
| 0.70 | Ideal | G | VS1 | 3300 |
| 0.70 | Good | H | SI1 | 1771 |
| 0.70 | Very Good | F | SI1 | 2100 |
| 0.70 | Ideal | H | SI1 | 2548 |
| 0.73 | Ideal | I | VS1 | 2397 |
| 0.78 | Ideal | F | SI2 | 2386 |
| 0.80 | Very Good | G | VVS2 | 4002 |
| 0.82 | Very Good | F | SI2 | 2643 |
| 0.83 | Good | E | SI1 | 3250 |
| 0.88 | Very Good | H | VS2 | 3472 |
| 0.90 | Ideal | H | VS1 | 5013 |
| 0.90 | Premium | G | VS1 | 4579 |
| 0.90 | Very Good | F | SI1 | 3950 |
| 0.90 | Very Good | E | SI1 | 3748 |
| 0.91 | Ideal | G | SI2 | 3985 |
| 1.00 | Very Good | D | SI1 | 5755 |
| 1.01 | Good | F | VS2 | 6097 |
| 1.01 | Premium | I | SI1 | 4525 |
| 1.01 | Very Good | G | VVS2 | 6975 |
| 1.03 | Premium | I | SI1 | 4326 |
| 1.05 | Premium | G | SI1 | 4974 |
| 1.06 | Premium | D | SI1 | 5817 |
| 1.06 | Very Good | H | VS2 | 5783 |
| 1.06 | Ideal | H | VS2 | 6619 |
| 1.09 | Premium | H | SI1 | 5219 |
| 1.10 | Very Good | I | SI1 | 4640 |
| 1.16 | Ideal | H | SI1 | 5852 |
| 1.17 | Good | D | SI2 | 4639 |
| 1.20 | Premium | E | SI1 | 7274 |
| 1.22 | Ideal | F | SI1 | 6456 |
| 1.22 | Premium | G | SI2 | 6969 |
| 1.25 | Premium | J | SI1 | 4200 |
| 1.26 | Ideal | G | VS1 | 9243 |
| 1.27 | Very Good | D | SI1 | 8312 |
| 1.27 | Premium | J | VVS1 | 5761 |
| 1.30 | Premium | H | VS2 | 5824 |
| 1.30 | Very Good | H | VS1 | 7747 |
| 1.31 | Ideal | I | SI2 | 5546 |
| 1.31 | Premium | H | SI2 | 6089 |
| 1.33 | Ideal | F | VVS2 | 15031 |
| 1.50 | Good | D | SI2 | 9173 |
| 1.52 | Fair | H | SI1 | 8818 |
| 1.52 | Very Good | F | VS1 | 16670 |
| 1.55 | Premium | D | VS2 | 16137 |
| 1.60 | Premium | F | SI1 | 12343 |
| 1.66 | Premium | J | VVS2 | 9882 |
| 2.00 | Premium | H | SI1 | 11200 |
| 2.01 | Very Good | I | VS2 | 17422 |
| 2.01 | Very Good | H | SI2 | 12829 |
| 2.01 | Premium | G | SI2 | 16733 |
| 2.01 | Very Good | J | VS1 | 12845 |
| 2.15 | Ideal | I | SI2 | 14388 |
df_4 <- df_1 %>% arrange(cut)
| carat | cut | color | clarity | price |
|---|---|---|---|---|
| 1.52 | Fair | H | SI1 | 8818 |
| 0.83 | Good | E | SI1 | 3250 |
| 0.70 | Good | H | SI1 | 1771 |
| 1.01 | Good | F | VS2 | 6097 |
| 0.31 | Good | E | SI1 | 698 |
| 1.17 | Good | D | SI2 | 4639 |
| 1.50 | Good | D | SI2 | 9173 |
| 0.23 | Good | F | VVS1 | 472 |
| 0.50 | Good | J | VS2 | 965 |
| 0.73 | Ideal | I | VS1 | 2397 |
| 0.70 | Ideal | G | VS1 | 3300 |
| 0.31 | Ideal | D | VS1 | 713 |
| 0.31 | Ideal | H | VVS1 | 707 |
| 0.31 | Ideal | E | IF | 987 |
| 0.40 | Ideal | E | VS1 | 1053 |
| 0.32 | Ideal | D | VS2 | 758 |
| 0.31 | Ideal | D | VS2 | 734 |
| 1.31 | Ideal | I | SI2 | 5546 |
| 0.33 | Ideal | E | IF | 1207 |
| 0.33 | Ideal | I | SI2 | 403 |
| 0.35 | Ideal | G | IF | 1116 |
| 0.62 | Ideal | F | SI2 | 1441 |
| 0.30 | Ideal | G | VS2 | 545 |
| 0.40 | Ideal | E | SI1 | 673 |
| 0.90 | Ideal | H | VS1 | 5013 |
| 0.40 | Ideal | F | VVS2 | 1351 |
| 0.91 | Ideal | G | SI2 | 3985 |
| 0.34 | Ideal | E | VS2 | 829 |
| 0.42 | Ideal | F | VVS1 | 1656 |
| 0.32 | Ideal | H | VS2 | 534 |
| 0.38 | Ideal | D | VVS1 | 1400 |
| 0.78 | Ideal | F | SI2 | 2386 |
| 0.34 | Ideal | G | VS2 | 596 |
| 0.33 | Ideal | E | SI1 | 532 |
| 0.31 | Ideal | G | VS1 | 802 |
| 1.22 | Ideal | F | SI1 | 6456 |
| 2.15 | Ideal | I | SI2 | 14388 |
| 1.16 | Ideal | H | SI1 | 5852 |
| 0.55 | Ideal | G | VVS1 | 2042 |
| 0.50 | Ideal | J | VS2 | 875 |
| 0.30 | Ideal | G | VVS1 | 1013 |
| 0.30 | Ideal | E | VVS2 | 766 |
| 1.26 | Ideal | G | VS1 | 9243 |
| 0.41 | Ideal | E | VS1 | 1153 |
| 0.39 | Ideal | F | VVS2 | 988 |
| 0.31 | Ideal | F | VVS1 | 840 |
| 1.06 | Ideal | H | VS2 | 6619 |
| 0.52 | Ideal | G | VS1 | 1721 |
| 1.33 | Ideal | F | VVS2 | 15031 |
| 0.40 | Ideal | J | VVS2 | 662 |
| 0.70 | Ideal | H | SI1 | 2548 |
| 0.53 | Ideal | H | VS2 | 1412 |
| 0.52 | Premium | E | VVS2 | 2467 |
| 1.60 | Premium | F | SI1 | 12343 |
| 1.01 | Premium | I | SI1 | 4525 |
| 1.03 | Premium | I | SI1 | 4326 |
| 1.20 | Premium | E | SI1 | 7274 |
| 0.41 | Premium | H | SI1 | 683 |
| 1.30 | Premium | H | VS2 | 5824 |
| 1.25 | Premium | J | SI1 | 4200 |
| 1.09 | Premium | H | SI1 | 5219 |
| 1.66 | Premium | J | VVS2 | 9882 |
| 0.42 | Premium | F | VS1 | 1103 |
| 0.90 | Premium | G | VS1 | 4579 |
| 1.55 | Premium | D | VS2 | 16137 |
| 1.06 | Premium | D | SI1 | 5817 |
| 2.01 | Premium | G | SI2 | 16733 |
| 1.31 | Premium | H | SI2 | 6089 |
| 1.27 | Premium | J | VVS1 | 5761 |
| 2.00 | Premium | H | SI1 | 11200 |
| 1.22 | Premium | G | SI2 | 6969 |
| 0.50 | Premium | H | VS1 | 1395 |
| 1.05 | Premium | G | SI1 | 4974 |
| 0.31 | Premium | G | SI2 | 523 |
| 0.51 | Very Good | D | VS2 | 1668 |
| 1.10 | Very Good | I | SI1 | 4640 |
| 1.00 | Very Good | D | SI1 | 5755 |
| 2.01 | Very Good | I | VS2 | 17422 |
| 0.38 | Very Good | F | VS2 | 685 |
| 0.70 | Very Good | F | SI1 | 2100 |
| 2.01 | Very Good | H | SI2 | 12829 |
| 0.80 | Very Good | G | VVS2 | 4002 |
| 0.82 | Very Good | F | SI2 | 2643 |
| 0.50 | Very Good | E | SI1 | 1374 |
| 1.27 | Very Good | D | SI1 | 8312 |
| 0.90 | Very Good | F | SI1 | 3950 |
| 0.30 | Very Good | F | VVS1 | 682 |
| 0.90 | Very Good | E | SI1 | 3748 |
| 1.06 | Very Good | H | VS2 | 5783 |
| 2.01 | Very Good | J | VS1 | 12845 |
| 1.01 | Very Good | G | VVS2 | 6975 |
| 0.34 | Very Good | E | SI1 | 596 |
| 0.43 | Very Good | G | VVS1 | 1143 |
| 0.31 | Very Good | D | VS2 | 734 |
| 1.30 | Very Good | H | VS1 | 7747 |
| 0.51 | Very Good | F | VS2 | 1569 |
| 1.52 | Very Good | F | VS1 | 16670 |
| 0.41 | Very Good | E | SI1 | 953 |
| 0.88 | Very Good | H | VS2 | 3472 |
| 0.32 | Very Good | F | VS2 | 645 |
df_5<-df_1%>%arrange(desc(price))
| carat | cut | color | clarity | price |
|---|---|---|---|---|
| 2.01 | Very Good | I | VS2 | 17422 |
| 2.01 | Premium | G | SI2 | 16733 |
| 1.52 | Very Good | F | VS1 | 16670 |
| 1.55 | Premium | D | VS2 | 16137 |
| 1.33 | Ideal | F | VVS2 | 15031 |
| 2.15 | Ideal | I | SI2 | 14388 |
| 2.01 | Very Good | J | VS1 | 12845 |
| 2.01 | Very Good | H | SI2 | 12829 |
| 1.60 | Premium | F | SI1 | 12343 |
| 2.00 | Premium | H | SI1 | 11200 |
| 1.66 | Premium | J | VVS2 | 9882 |
| 1.26 | Ideal | G | VS1 | 9243 |
| 1.50 | Good | D | SI2 | 9173 |
| 1.52 | Fair | H | SI1 | 8818 |
| 1.27 | Very Good | D | SI1 | 8312 |
| 1.30 | Very Good | H | VS1 | 7747 |
| 1.20 | Premium | E | SI1 | 7274 |
| 1.01 | Very Good | G | VVS2 | 6975 |
| 1.22 | Premium | G | SI2 | 6969 |
| 1.06 | Ideal | H | VS2 | 6619 |
| 1.22 | Ideal | F | SI1 | 6456 |
| 1.01 | Good | F | VS2 | 6097 |
| 1.31 | Premium | H | SI2 | 6089 |
| 1.16 | Ideal | H | SI1 | 5852 |
| 1.30 | Premium | H | VS2 | 5824 |
| 1.06 | Premium | D | SI1 | 5817 |
| 1.06 | Very Good | H | VS2 | 5783 |
| 1.27 | Premium | J | VVS1 | 5761 |
| 1.00 | Very Good | D | SI1 | 5755 |
| 1.31 | Ideal | I | SI2 | 5546 |
| 1.09 | Premium | H | SI1 | 5219 |
| 0.90 | Ideal | H | VS1 | 5013 |
| 1.05 | Premium | G | SI1 | 4974 |
| 1.10 | Very Good | I | SI1 | 4640 |
| 1.17 | Good | D | SI2 | 4639 |
| 0.90 | Premium | G | VS1 | 4579 |
| 1.01 | Premium | I | SI1 | 4525 |
| 1.03 | Premium | I | SI1 | 4326 |
| 1.25 | Premium | J | SI1 | 4200 |
| 0.80 | Very Good | G | VVS2 | 4002 |
| 0.91 | Ideal | G | SI2 | 3985 |
| 0.90 | Very Good | F | SI1 | 3950 |
| 0.90 | Very Good | E | SI1 | 3748 |
| 0.88 | Very Good | H | VS2 | 3472 |
| 0.70 | Ideal | G | VS1 | 3300 |
| 0.83 | Good | E | SI1 | 3250 |
| 0.82 | Very Good | F | SI2 | 2643 |
| 0.70 | Ideal | H | SI1 | 2548 |
| 0.52 | Premium | E | VVS2 | 2467 |
| 0.73 | Ideal | I | VS1 | 2397 |
| 0.78 | Ideal | F | SI2 | 2386 |
| 0.70 | Very Good | F | SI1 | 2100 |
| 0.55 | Ideal | G | VVS1 | 2042 |
| 0.70 | Good | H | SI1 | 1771 |
| 0.52 | Ideal | G | VS1 | 1721 |
| 0.51 | Very Good | D | VS2 | 1668 |
| 0.42 | Ideal | F | VVS1 | 1656 |
| 0.51 | Very Good | F | VS2 | 1569 |
| 0.62 | Ideal | F | SI2 | 1441 |
| 0.53 | Ideal | H | VS2 | 1412 |
| 0.38 | Ideal | D | VVS1 | 1400 |
| 0.50 | Premium | H | VS1 | 1395 |
| 0.50 | Very Good | E | SI1 | 1374 |
| 0.40 | Ideal | F | VVS2 | 1351 |
| 0.33 | Ideal | E | IF | 1207 |
| 0.41 | Ideal | E | VS1 | 1153 |
| 0.43 | Very Good | G | VVS1 | 1143 |
| 0.35 | Ideal | G | IF | 1116 |
| 0.42 | Premium | F | VS1 | 1103 |
| 0.40 | Ideal | E | VS1 | 1053 |
| 0.30 | Ideal | G | VVS1 | 1013 |
| 0.39 | Ideal | F | VVS2 | 988 |
| 0.31 | Ideal | E | IF | 987 |
| 0.50 | Good | J | VS2 | 965 |
| 0.41 | Very Good | E | SI1 | 953 |
| 0.50 | Ideal | J | VS2 | 875 |
| 0.31 | Ideal | F | VVS1 | 840 |
| 0.34 | Ideal | E | VS2 | 829 |
| 0.31 | Ideal | G | VS1 | 802 |
| 0.30 | Ideal | E | VVS2 | 766 |
| 0.32 | Ideal | D | VS2 | 758 |
| 0.31 | Ideal | D | VS2 | 734 |
| 0.31 | Very Good | D | VS2 | 734 |
| 0.31 | Ideal | D | VS1 | 713 |
| 0.31 | Ideal | H | VVS1 | 707 |
| 0.31 | Good | E | SI1 | 698 |
| 0.38 | Very Good | F | VS2 | 685 |
| 0.41 | Premium | H | SI1 | 683 |
| 0.30 | Very Good | F | VVS1 | 682 |
| 0.40 | Ideal | E | SI1 | 673 |
| 0.40 | Ideal | J | VVS2 | 662 |
| 0.32 | Very Good | F | VS2 | 645 |
| 0.34 | Ideal | G | VS2 | 596 |
| 0.34 | Very Good | E | SI1 | 596 |
| 0.30 | Ideal | G | VS2 | 545 |
| 0.32 | Ideal | H | VS2 | 534 |
| 0.33 | Ideal | E | SI1 | 532 |
| 0.31 | Premium | G | SI2 | 523 |
| 0.23 | Good | F | VVS1 | 472 |
| 0.33 | Ideal | I | SI2 | 403 |
df_6<-df_1%>%arrange(desc(color))
| carat | cut | color | clarity | price |
|---|---|---|---|---|
| 1.25 | Premium | J | SI1 | 4200 |
| 1.66 | Premium | J | VVS2 | 9882 |
| 1.27 | Premium | J | VVS1 | 5761 |
| 2.01 | Very Good | J | VS1 | 12845 |
| 0.50 | Ideal | J | VS2 | 875 |
| 0.50 | Good | J | VS2 | 965 |
| 0.40 | Ideal | J | VVS2 | 662 |
| 0.73 | Ideal | I | VS1 | 2397 |
| 1.10 | Very Good | I | SI1 | 4640 |
| 2.01 | Very Good | I | VS2 | 17422 |
| 1.01 | Premium | I | SI1 | 4525 |
| 1.03 | Premium | I | SI1 | 4326 |
| 1.31 | Ideal | I | SI2 | 5546 |
| 0.33 | Ideal | I | SI2 | 403 |
| 2.15 | Ideal | I | SI2 | 14388 |
| 0.31 | Ideal | H | VVS1 | 707 |
| 0.70 | Good | H | SI1 | 1771 |
| 2.01 | Very Good | H | SI2 | 12829 |
| 0.41 | Premium | H | SI1 | 683 |
| 1.30 | Premium | H | VS2 | 5824 |
| 0.90 | Ideal | H | VS1 | 5013 |
| 1.09 | Premium | H | SI1 | 5219 |
| 0.32 | Ideal | H | VS2 | 534 |
| 1.31 | Premium | H | SI2 | 6089 |
| 1.06 | Very Good | H | VS2 | 5783 |
| 2.00 | Premium | H | SI1 | 11200 |
| 1.16 | Ideal | H | SI1 | 5852 |
| 1.52 | Fair | H | SI1 | 8818 |
| 0.50 | Premium | H | VS1 | 1395 |
| 1.30 | Very Good | H | VS1 | 7747 |
| 1.06 | Ideal | H | VS2 | 6619 |
| 0.88 | Very Good | H | VS2 | 3472 |
| 0.70 | Ideal | H | SI1 | 2548 |
| 0.53 | Ideal | H | VS2 | 1412 |
| 0.70 | Ideal | G | VS1 | 3300 |
| 0.80 | Very Good | G | VVS2 | 4002 |
| 0.35 | Ideal | G | IF | 1116 |
| 0.30 | Ideal | G | VS2 | 545 |
| 0.91 | Ideal | G | SI2 | 3985 |
| 0.90 | Premium | G | VS1 | 4579 |
| 2.01 | Premium | G | SI2 | 16733 |
| 0.34 | Ideal | G | VS2 | 596 |
| 0.31 | Ideal | G | VS1 | 802 |
| 1.01 | Very Good | G | VVS2 | 6975 |
| 0.55 | Ideal | G | VVS1 | 2042 |
| 0.43 | Very Good | G | VVS1 | 1143 |
| 0.30 | Ideal | G | VVS1 | 1013 |
| 1.22 | Premium | G | SI2 | 6969 |
| 1.26 | Ideal | G | VS1 | 9243 |
| 1.05 | Premium | G | SI1 | 4974 |
| 0.52 | Ideal | G | VS1 | 1721 |
| 0.31 | Premium | G | SI2 | 523 |
| 1.01 | Good | F | VS2 | 6097 |
| 1.60 | Premium | F | SI1 | 12343 |
| 0.38 | Very Good | F | VS2 | 685 |
| 0.70 | Very Good | F | SI1 | 2100 |
| 0.82 | Very Good | F | SI2 | 2643 |
| 0.62 | Ideal | F | SI2 | 1441 |
| 0.40 | Ideal | F | VVS2 | 1351 |
| 0.42 | Premium | F | VS1 | 1103 |
| 0.90 | Very Good | F | SI1 | 3950 |
| 0.42 | Ideal | F | VVS1 | 1656 |
| 0.78 | Ideal | F | SI2 | 2386 |
| 0.30 | Very Good | F | VVS1 | 682 |
| 1.22 | Ideal | F | SI1 | 6456 |
| 0.23 | Good | F | VVS1 | 472 |
| 0.39 | Ideal | F | VVS2 | 988 |
| 0.31 | Ideal | F | VVS1 | 840 |
| 0.51 | Very Good | F | VS2 | 1569 |
| 1.52 | Very Good | F | VS1 | 16670 |
| 1.33 | Ideal | F | VVS2 | 15031 |
| 0.32 | Very Good | F | VS2 | 645 |
| 0.31 | Ideal | E | IF | 987 |
| 0.83 | Good | E | SI1 | 3250 |
| 0.40 | Ideal | E | VS1 | 1053 |
| 0.52 | Premium | E | VVS2 | 2467 |
| 1.20 | Premium | E | SI1 | 7274 |
| 0.31 | Good | E | SI1 | 698 |
| 0.33 | Ideal | E | IF | 1207 |
| 0.40 | Ideal | E | SI1 | 673 |
| 0.50 | Very Good | E | SI1 | 1374 |
| 0.34 | Ideal | E | VS2 | 829 |
| 0.90 | Very Good | E | SI1 | 3748 |
| 0.33 | Ideal | E | SI1 | 532 |
| 0.34 | Very Good | E | SI1 | 596 |
| 0.30 | Ideal | E | VVS2 | 766 |
| 0.41 | Ideal | E | VS1 | 1153 |
| 0.41 | Very Good | E | SI1 | 953 |
| 0.31 | Ideal | D | VS1 | 713 |
| 0.51 | Very Good | D | VS2 | 1668 |
| 0.32 | Ideal | D | VS2 | 758 |
| 1.00 | Very Good | D | SI1 | 5755 |
| 0.31 | Ideal | D | VS2 | 734 |
| 1.17 | Good | D | SI2 | 4639 |
| 1.27 | Very Good | D | SI1 | 8312 |
| 1.55 | Premium | D | VS2 | 16137 |
| 1.50 | Good | D | SI2 | 9173 |
| 1.06 | Premium | D | SI1 | 5817 |
| 0.38 | Ideal | D | VVS1 | 1400 |
| 0.31 | Very Good | D | VS2 | 734 |
df_7<-df_1%>%arrange(price,desc(carat))
| carat | cut | color | clarity | price |
|---|---|---|---|---|
| 0.33 | Ideal | I | SI2 | 403 |
| 0.23 | Good | F | VVS1 | 472 |
| 0.31 | Premium | G | SI2 | 523 |
| 0.33 | Ideal | E | SI1 | 532 |
| 0.32 | Ideal | H | VS2 | 534 |
| 0.30 | Ideal | G | VS2 | 545 |
| 0.34 | Ideal | G | VS2 | 596 |
| 0.34 | Very Good | E | SI1 | 596 |
| 0.32 | Very Good | F | VS2 | 645 |
| 0.40 | Ideal | J | VVS2 | 662 |
| 0.40 | Ideal | E | SI1 | 673 |
| 0.30 | Very Good | F | VVS1 | 682 |
| 0.41 | Premium | H | SI1 | 683 |
| 0.38 | Very Good | F | VS2 | 685 |
| 0.31 | Good | E | SI1 | 698 |
| 0.31 | Ideal | H | VVS1 | 707 |
| 0.31 | Ideal | D | VS1 | 713 |
| 0.31 | Ideal | D | VS2 | 734 |
| 0.31 | Very Good | D | VS2 | 734 |
| 0.32 | Ideal | D | VS2 | 758 |
| 0.30 | Ideal | E | VVS2 | 766 |
| 0.31 | Ideal | G | VS1 | 802 |
| 0.34 | Ideal | E | VS2 | 829 |
| 0.31 | Ideal | F | VVS1 | 840 |
| 0.50 | Ideal | J | VS2 | 875 |
| 0.41 | Very Good | E | SI1 | 953 |
| 0.50 | Good | J | VS2 | 965 |
| 0.31 | Ideal | E | IF | 987 |
| 0.39 | Ideal | F | VVS2 | 988 |
| 0.30 | Ideal | G | VVS1 | 1013 |
| 0.40 | Ideal | E | VS1 | 1053 |
| 0.42 | Premium | F | VS1 | 1103 |
| 0.35 | Ideal | G | IF | 1116 |
| 0.43 | Very Good | G | VVS1 | 1143 |
| 0.41 | Ideal | E | VS1 | 1153 |
| 0.33 | Ideal | E | IF | 1207 |
| 0.40 | Ideal | F | VVS2 | 1351 |
| 0.50 | Very Good | E | SI1 | 1374 |
| 0.50 | Premium | H | VS1 | 1395 |
| 0.38 | Ideal | D | VVS1 | 1400 |
| 0.53 | Ideal | H | VS2 | 1412 |
| 0.62 | Ideal | F | SI2 | 1441 |
| 0.51 | Very Good | F | VS2 | 1569 |
| 0.42 | Ideal | F | VVS1 | 1656 |
| 0.51 | Very Good | D | VS2 | 1668 |
| 0.52 | Ideal | G | VS1 | 1721 |
| 0.70 | Good | H | SI1 | 1771 |
| 0.55 | Ideal | G | VVS1 | 2042 |
| 0.70 | Very Good | F | SI1 | 2100 |
| 0.78 | Ideal | F | SI2 | 2386 |
| 0.73 | Ideal | I | VS1 | 2397 |
| 0.52 | Premium | E | VVS2 | 2467 |
| 0.70 | Ideal | H | SI1 | 2548 |
| 0.82 | Very Good | F | SI2 | 2643 |
| 0.83 | Good | E | SI1 | 3250 |
| 0.70 | Ideal | G | VS1 | 3300 |
| 0.88 | Very Good | H | VS2 | 3472 |
| 0.90 | Very Good | E | SI1 | 3748 |
| 0.90 | Very Good | F | SI1 | 3950 |
| 0.91 | Ideal | G | SI2 | 3985 |
| 0.80 | Very Good | G | VVS2 | 4002 |
| 1.25 | Premium | J | SI1 | 4200 |
| 1.03 | Premium | I | SI1 | 4326 |
| 1.01 | Premium | I | SI1 | 4525 |
| 0.90 | Premium | G | VS1 | 4579 |
| 1.17 | Good | D | SI2 | 4639 |
| 1.10 | Very Good | I | SI1 | 4640 |
| 1.05 | Premium | G | SI1 | 4974 |
| 0.90 | Ideal | H | VS1 | 5013 |
| 1.09 | Premium | H | SI1 | 5219 |
| 1.31 | Ideal | I | SI2 | 5546 |
| 1.00 | Very Good | D | SI1 | 5755 |
| 1.27 | Premium | J | VVS1 | 5761 |
| 1.06 | Very Good | H | VS2 | 5783 |
| 1.06 | Premium | D | SI1 | 5817 |
| 1.30 | Premium | H | VS2 | 5824 |
| 1.16 | Ideal | H | SI1 | 5852 |
| 1.31 | Premium | H | SI2 | 6089 |
| 1.01 | Good | F | VS2 | 6097 |
| 1.22 | Ideal | F | SI1 | 6456 |
| 1.06 | Ideal | H | VS2 | 6619 |
| 1.22 | Premium | G | SI2 | 6969 |
| 1.01 | Very Good | G | VVS2 | 6975 |
| 1.20 | Premium | E | SI1 | 7274 |
| 1.30 | Very Good | H | VS1 | 7747 |
| 1.27 | Very Good | D | SI1 | 8312 |
| 1.52 | Fair | H | SI1 | 8818 |
| 1.50 | Good | D | SI2 | 9173 |
| 1.26 | Ideal | G | VS1 | 9243 |
| 1.66 | Premium | J | VVS2 | 9882 |
| 2.00 | Premium | H | SI1 | 11200 |
| 1.60 | Premium | F | SI1 | 12343 |
| 2.01 | Very Good | H | SI2 | 12829 |
| 2.01 | Very Good | J | VS1 | 12845 |
| 2.15 | Ideal | I | SI2 | 14388 |
| 1.33 | Ideal | F | VVS2 | 15031 |
| 1.55 | Premium | D | VS2 | 16137 |
| 1.52 | Very Good | F | VS1 | 16670 |
| 2.01 | Premium | G | SI2 | 16733 |
| 2.01 | Very Good | I | VS2 | 17422 |
v1 <- ggplot( data=df, aes(carat, price, colour=clarity)) +
geom_point(alpha = 0.5, size = .75, position="jitter") +
scale_colour_brewer(
guide = guide_legend(title = NULL, reverse=T,
override.aes = list(alpha = 1))) +
theme_minimal()
girafe(ggobj = v1, width_svg = 1280/72, height_svg = 720/72, options =
list(opts_sizing(rescale = TRUE, width = 1.0)))